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- Total Questions: 322
- Updated on: Oct 13, 2026
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Reference: https://www.databricks.com/learn/certification/data-engineer-associate
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Databricks Certified Data Engineer Associate Sample Questions:
A data engineer needs to use a Delta table as part of a data pipeline, but they do not know if they have the appropriate permissions.
In which of the following locations can the data engineer review their permissions on the table?
- A. Databricks Filesystem
- B. Dashboards
- C. Data Explorer
- D. Repos
- E. Jobs
Correct Answer: C 🗳️
Which of the following commands will return the number of null values in the member_id column?
- A. SELECT count(member_id) FROM my_table;
- B. SELECT count_if(member_id IS NULL) FROM my_table;
- C. SELECT null(member_id) FROM my_table;
- D. SELECT count_null(member_id) FROM my_table;
- E. SELECT count(member_id) - count_null(member_id) FROM my_table;
Correct Answer: B 🗳️
What is the functionality of AutoLoader in Databricks?
- A. Auto Loader automatically ingests and processes new files from cloud storage, handling both batch and streaming data with support for schema evolution.
- B. Auto Loader automatically ingests and processes new files from cloud storage, handling only streaming data with no support for schema evolution.
- C. Auto Loader automatically ingests and processes new files from cloud storage, handling batch data with support for schema evolution.
- D. Auto Loader automatically ingests and processes new files from cloud storage, handling batch and streaming data with no support for schema evolution.
Correct Answer: A 🗳️
Explanation: Only visible for Pass4Leader members. You can sign-up / login (it's free).
A data engineer is setting up access control in Unity Catalog and needs to ensure that a group of data analysts can query tables but not modify data. Which permission should the data engineer grant to the data analysts?
- A. INSERT
- B. MODIFY
- C. ALL PRIVILEGES
- D. SELECT
Correct Answer: D 🗳️
Explanation: Only visible for Pass4Leader members. You can sign-up / login (it's free).
A data engineer has a Python variable table_name that they would like to use in a SQL query.
They want to construct a Python code block that will run the query using table_name.
They have the following incomplete code block:
____(f"SELECT customer_id, spend FROM {table_name}")
Which of the following can be used to fill in the blank to successfully complete the task?
- A. spark.table
- B. spark.delta.sql
- C. spark.sql
- D. dbutils.sql
- E. spark.delta.table
Correct Answer: C 🗳️
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